Aditya Nawal
2 indexed papers
Recent (6 mo)
2With code
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226
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NLP×2AI×2Crypto×2
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2026
Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents
This paper introduces AgentREVEAL, a diagnostic framework that demonstrates that the utility of web retrieval in LLM agents creates a safety-utility trade-off, as relevance itself can degrade safety alignment and increase harmful compliance.
Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents
This paper introduces AgentREVEAL, a diagnostic framework showing that the utility of web retrieval in LLM agents creates a safety-utility trade-off, as relevance itself can degrade safety alignment and increase harmful compliance.
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Papers
cs.CLcs.AIcs.CRRecentMay 28, 2026
Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents
This paper introduces AgentREVEAL, a diagnostic framework that demonstrates that the utility of web retrieval in LLM agents creates a safety-utility trade-off, as relevance itself can degrade safety a…
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cs.CLcs.AIcs.CRRecentMay 28, 2026